Things I've built

Privacy-first voice dictation for Linux. A lightweight background daemon that works on GNOME Wayland, KDE, X11 and bare TTY, packaged for Ubuntu/Debian with a one-command install.

Structural information extraction with agentic AI. A central data contract propagates across a four-layer search pipeline; deterministic scoring keeps the LLM on the parts that need judgment, and retries plus structured output let it fail gracefully.

Scholarship-navigation chatbot MVP for students at George Brown Polytechnic, built on custom scrapers and RAG pipelines. Sold it through 20+ onsite interviews and 50+ sales emails.

Autonomous fire-detection robot. I built the software layer and the Flask link between hardware and controls, ran 20+ pressure tests, and reworked our pitch once we saw the judges weighed growth over tech.

Arduino line-tracing algorithm on infrared sensors, on a chassis I assembled from wheels, circuitry and 3D-printed parts. Plus a small HTML/CSS tool to log track-error and collisions between runs.

CNN evaluation function trained on 500k+ board positions, wired into alpha-beta pruning. Led a team of three through a 30-hour sprint.

Multi-chatbot debate platform with automated prompt routing and argument generation. One Flask/Gradio layer let several LLMs argue through a single frontend. Team of four, 36 hours.

LSTM encoder-decoder that predicts mathematical sequences, fed by a state-machine tokenizer. A recursive solver generated the labelled data.

Real-time path-finding on A* for a competitive robot, inside a modular codebase built for fast decisions. Tuning the planner also lifted search proficiency by 5%.

A NeuralODE library for non-linear physical systems, paired with a numeric solver for double-pendulum dynamics. How far can a differentiable solver predict chaos?

Optimized plant placement across geography, infrastructure cost and environmental impact, with fuel and operations cost estimates behind the pick.

Smash-Bros-style fighting agent trained with PPO, on a state-action space that stayed tractable while capturing high-dimensional combat.